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20132022
most citedOn the Banach spaces associated with multi-layer ReLU networks: Function representation, approximation theory and gradient descent dynamics

18 citations · 64 across the 8 of their papers we have counts for

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math.AP2020

Some observations on high-dimensional partial differential equations with Barron data

Weinan E, Stephan Wojtowytsch

We use explicit representation formulas to show that solutions to certain partial differential equations lie in Barron spaces or multilayer spaces if the PDE data lie in such funct…

math.AP202013 cited

On the Convergence of Gradient Descent Training for Two-layer ReLU-networks in the Mean Field Regime

Stephan Wojtowytsch

We describe a necessary and sufficient condition for the convergence to minimum Bayes risk when training two-layer ReLU-networks by gradient descent in the mean field regime with o…

math.AP2020

On the motion of curved dislocations in three dimensions: Simplified linearized elasticity

Irene Fonseca, Janusz Ginster, Stephan Wojtowytsch

It is shown that in core-radius cutoff regularized simplified elasticity (where the elastic energy depends quadratically on the full displacement gradient rather than its symmetriz…

math.AP2018

Approximation of the relaxed perimeter functional under a connectedness constraint by phase-fields

Patrick Dondl, Matteo Novaga, Benedikt Wirth +1

We develop a phase-field approximation of the relaxation of the perimeter functional in the plane under a connectedness constraint based on the classical Modica-Mortola functional…

math.AP2017

On the Boundary Regularity of Phase-Fields for Willmore's Energy

Patrick Dondl, Stephan Wojtowytsch

We demonstrate that Radon measures which arise as the limit of the Modica-Mortola measures associated to phase-fields with uniformly bounded diffuse area and Willmore energy may be…